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In-person
11-12 December
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Optimizing 5G Networks: Deploying AI/ML Workloads with the AIMLFW of O-RAN SC - Subhash Kumar Singh, Samsung
Wednesday December 11, 2024 3:45pm - 4:20pm IST
Auditorium
This session will explore the AI/ML Framework (AIMLFW) within O-RAN SC (O-RAN Software Community) community, designed for dynamic and efficient 5G network management. Key Topics: - Introduction to O-RAN SC and AIMLFW: Overview of O-RAN’s architecture and mission. - AI/ML Use Cases in O-RAN: Real-world applications like traffic prediction and anomaly detection, supported by AIMLFW’s scalable platform. - Architecture and Components of AIMLFW: * Kubeflow for Model Training * KServe for Model Deployment * O-RAN Specification for AI/ML Workload Deployment * Core ML Lifecycle Components - Challenges and Solutions in AI/ML Deployment: Addressing common challenges in distributed 5G environments. - Future Directions and Community Collaboration: Potential integration with Flyte and MLflow for enhanced AI/ML workflow management.
Speakers
avatar for Subhash Kumar Singh

Subhash Kumar Singh

Mr., Samsung
Subhash Kumar Singh is a Senior Chief Engineer at Samsung, where he leads the AI/ML Framework (AIMLFW) project within the O-RAN Software Community (SC). Over the years, Subhash has been actively involved in several prominent open-source communities. His extensive experience in these... Read More →
KubeCon India 2024 v1.2 pdf
Wednesday December 11, 2024 3:45pm - 4:20pm IST
Auditorium
  AI + ML
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